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The Advantages of Fresh Sketching for Ridge Regression

Ma, Linkai et al.
arXiv (All) · Papers
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Over the past 25 years, sketching and sampling have become widely used tools for accelerating large-scale regression. In iterative randomized solvers, a basic design choice is whether to $\textit{reuse}$ the same sketch or draw $\textit{fresh}$ randomness at every step. For (under-constrained) itera
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